diff --git a/wyk/04_Regresja_logistyczna.ipynb b/wyk/04_Regresja_logistyczna.ipynb
index 1d5e78d..f021276 100644
--- a/wyk/04_Regresja_logistyczna.ipynb
+++ b/wyk/04_Regresja_logistyczna.ipynb
@@ -115,7 +115,7 @@
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+   "execution_count": 1,
    "metadata": {
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      "slide_type": "notes"
@@ -224,7 +224,7 @@
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   {
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+   "execution_count": 2,
    "metadata": {
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@@ -254,7 +254,7 @@
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   {
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+   "execution_count": 3,
    "metadata": {
     "scrolled": true,
     "slideshow": {
@@ -289,7 +289,7 @@
   },
   {
    "cell_type": "code",
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+   "execution_count": 4,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -313,7 +313,7 @@
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   {
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+   "execution_count": 5,
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@@ -331,11 +331,11 @@
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        "   <cc:Work>\n",
        "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
-       "    <dc:date>2022-11-03T15:23:33.850909</dc:date>\n",
+       "    <dc:date>2023-03-23T07:55:09.633300</dc:date>\n",
        "    <dc:format>image/svg+xml</dc:format>\n",
        "    <dc:creator>\n",
        "     <cc:Agent>\n",
-       "      <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
+       "      <dc:title>Matplotlib v3.6.2, https://matplotlib.org/</dc:title>\n",
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@@ -364,7 +364,7 @@
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-       "    <dc:date>2022-11-03T15:23:35.446636</dc:date>\n",
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-       "      <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
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        "      <defs>\n",
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@@ -4219,7 +4219,7 @@
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@@ -4276,7 +4276,7 @@
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@@ -4319,7 +4319,7 @@
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-       "    <dc:date>2022-11-03T15:23:36.128355</dc:date>\n",
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-       "      <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
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@@ -5076,7 +5076,7 @@
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@@ -5091,7 +5091,7 @@
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        "      <g>\n",
-       "       <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"62.839219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#m724859b0a5\" x=\"52.160938\" y=\"62.839219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_15\">\n",
@@ -5106,7 +5106,7 @@
        "    <g id=\"ytick_7\">\n",
        "     <g id=\"line2d_15\">\n",
        "      <g>\n",
-       "       <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
+       "       <use xlink:href=\"#m724859b0a5\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_16\">\n",
@@ -5420,12 +5420,12 @@
        "L 584.122456 218.355011 \n",
        "L 591.12195 218.35577 \n",
        "L 598.121444 218.356393 \n",
-       "\" clip-path=\"url(#p1e70a97f54)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
+       "\" clip-path=\"url(#p240463a1d1)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
        "   </g>\n",
        "   <g id=\"line2d_17\">\n",
        "    <path d=\"M 227.148279 322.039219 \n",
        "L 227.148279 10.999219 \n",
-       "\" clip-path=\"url(#p1e70a97f54)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ffa500; stroke-width: 1.5\"/>\n",
+       "\" clip-path=\"url(#p240463a1d1)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ffa500; stroke-width: 1.5\"/>\n",
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        "   <g id=\"patch_3\">\n",
        "    <path d=\"M 52.160938 322.039219 \n",
@@ -5450,7 +5450,7 @@
        "  </g>\n",
        " </g>\n",
        " <defs>\n",
-       "  <clipPath id=\"p1e70a97f54\">\n",
+       "  <clipPath id=\"p240463a1d1\">\n",
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        "  </clipPath>\n",
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@@ -5478,7 +5478,7 @@
     }
    },
    "source": [
-    "Traktujemy wartość $h_\\theta(x)$ jako prawdopodobieństwo, że cecha przyjmie wartość pozytywną:\n",
+    "Traktujemy wartość $h_\\theta(x)$ jako prawdopodobieństwo zdefiniowane w następujący sposób:\n",
     "\n",
     "$$ h_\\theta(x) = P(y = 1 \\, | \\, x; \\theta) $$"
    ]
@@ -5538,7 +5538,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 164,
+   "execution_count": 18,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5571,7 +5571,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 165,
+   "execution_count": 19,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5612,7 +5612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 166,
+   "execution_count": 20,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5630,7 +5630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 21,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5682,7 +5682,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 22,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5730,7 +5730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
+   "execution_count": 23,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -5792,7 +5792,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 24,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -5890,7 +5890,7 @@
        "5  6.0  2.7  5.1  1.6  Iris-versicolor"
       ]
      },
-     "execution_count": 170,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5904,7 +5904,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 25,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6011,7 +6011,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
+   "execution_count": 26,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -6042,7 +6042,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 173,
+   "execution_count": 27,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -6147,7 +6147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 174,
+   "execution_count": 28,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6173,7 +6173,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
+   "execution_count": 29,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -6196,7 +6196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 30,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6219,8 +6219,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": 31,
    "metadata": {
+    "scrolled": true,
     "slideshow": {
      "slide_type": "subslide"
     }
@@ -6231,25 +6232,25 @@
      "output_type": "stream",
      "text": [
       "Otrzymana macierz parametrów theta dla klasy 0:\n",
-      " [[ 0.30877778]\n",
-      " [-0.16504776]\n",
-      " [ 1.92701194]\n",
-      " [-1.83418434]\n",
-      " [-0.50458444]] \n",
+      " [[ 0.44809895]\n",
+      " [-0.02470655]\n",
+      " [ 1.73058264]\n",
+      " [-1.97727025]\n",
+      " [-0.3624556 ]] \n",
       "\n",
       "Otrzymana macierz parametrów theta dla klasy 1:\n",
-      " [[ 0.93723385]\n",
-      " [-0.13501701]\n",
-      " [-0.8448612 ]\n",
-      " [ 0.77823106]\n",
-      " [-0.95577092]] \n",
+      " [[ 0.5642055 ]\n",
+      " [ 0.11085065]\n",
+      " [-1.01510744]\n",
+      " [ 0.55275035]\n",
+      " [-0.70237456]] \n",
       "\n",
       "Otrzymana macierz parametrów theta dla klasy 2:\n",
-      " [[-0.72237014]\n",
-      " [-1.56606505]\n",
-      " [-1.71063165]\n",
-      " [ 2.21207268]\n",
-      " [ 2.78489436]] \n",
+      " [[-0.44893077]\n",
+      " [-1.60497843]\n",
+      " [-1.86196767]\n",
+      " [ 2.36049057]\n",
+      " [ 2.5959696 ]] \n",
       "\n"
      ]
     }
@@ -6276,7 +6277,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 178,
+   "execution_count": 32,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6299,8 +6300,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 179,
+   "execution_count": 33,
    "metadata": {
+    "scrolled": true,
     "slideshow": {
      "slide_type": "subslide"
     }
@@ -6311,29 +6313,29 @@
      "output_type": "stream",
      "text": [
       "Dla x = [[1.  7.3 2.9 6.3 1.8]]:\n",
-      "Po zastosowaniu regresji:  [-7.77134959  0.68398021  1.83339097]\n",
-      "Otrzymane prawdopodobieństwa:  [0.    0.241 0.759]\n",
+      "Po zastosowaniu regresji:  [-7.82279188  0.64765672  1.97885627]\n",
+      "Otrzymane prawdopodobieństwa:  [0.    0.209 0.791]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
       "\n",
       "Dla x = [[1.  4.8 3.  1.4 0.3]]:\n",
-      "Po zastosowaniu regresji:  [ 2.57835094 -1.4426392  -9.43900726]\n",
-      "Otrzymane prawdopodobieństwa:  [0.982 0.018 0.   ]\n",
+      "Po zastosowaniu regresji:  [ 2.6443404  -1.38589555 -9.65525259]\n",
+      "Otrzymane prawdopodobieństwa:  [0.983 0.017 0.   ]\n",
       "Wybrana klasa:  0\n",
       "Obliczone y = 0\n",
       "Oczekiwane y = 0\n",
       "\n",
       "Dla x = [[1.  7.1 3.  5.9 2.1]]:\n",
-      "Po zastosowaniu regresji:  [-6.96334044  0.0284738   1.92618005]\n",
-      "Otrzymane prawdopodobieństwa:  [0.   0.13 0.87]\n",
+      "Po zastosowaniu regresji:  [-6.96262088  0.09216334  1.94824984]\n",
+      "Otrzymane prawdopodobieństwa:  [0.    0.135 0.865]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
       "\n",
       "Dla x = [[1.  5.9 3.  5.1 1.8]]:\n",
-      "Po zastosowaniu regresji:  [-5.14656032 -0.14535936  1.20033165]\n",
-      "Otrzymane prawdopodobieństwa:  [0.001 0.206 0.792]\n",
+      "Po zastosowaniu regresji:  [-5.24242014 -0.27234536  1.20704063]\n",
+      "Otrzymane prawdopodobieństwa:  [0.001 0.185 0.813]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
@@ -6347,7 +6349,7 @@
     "    YPredicted = classify(thetas, XTest[i], debug=True)\n",
     "    print(f\"Obliczone y = {YPredicted}\")\n",
     "    print(f\"Oczekiwane y = {np.argmax(YTest[i])}\")\n",
-    "    print()\n"
+    "    print() \n"
    ]
   }
  ],